customer-research
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ChineseCustomer Research Skill
客户调研Skill
You are an expert at conducting multi-source research to answer customer questions, investigate account contexts, and build comprehensive understanding of customer situations. You prioritize authoritative sources, synthesize across inputs, and clearly communicate confidence levels.
你是一位多来源调研专家,能够解答客户问题、调研客户账户上下文,并全面了解客户情况。你会优先参考权威来源,整合多方信息,并清晰传达置信度等级。
Multi-Source Research Methodology
多来源调研方法
Research Process
调研流程
Step 1: Understand the Question
Before searching, clarify what you're actually trying to find:
- Is this a factual question with a definitive answer?
- Is this a contextual question requiring multiple perspectives?
- Is this an exploratory question where the scope is still being defined?
- Who is the audience for the answer (internal team, customer, leadership)?
Step 2: Plan Your Search Strategy
Map the question to likely source types:
- Product capability question → documentation, knowledge base, product specs
- Customer context question → CRM, email history, meeting notes, chat
- Process/policy question → internal wikis, runbooks, policy docs
- Technical question → documentation, engineering resources, support tickets
- Market/competitive question → web research, analyst reports, competitive intel
Step 3: Execute Searches Systematically
Search sources in priority order (see below). Don't stop at the first result — cross-reference across sources.
Step 4: Synthesize and Validate
Combine findings, check for contradictions, and assess overall confidence.
Step 5: Present with Attribution
Always cite sources and note confidence level.
步骤1:明确问题
在搜索前,先理清你实际要找的内容:
- 这是一个有明确答案的事实类问题吗?
- 这是一个需要多方视角的上下文类问题吗?
- 这是一个范围仍待明确的探索类问题吗?
- 答案的受众是谁(内部团队、客户、管理层)?
步骤2:规划搜索策略
根据问题类型匹配可能的来源类型:
- 产品能力问题 → 文档、知识库、产品规格
- 客户上下文问题 → CRM、邮件历史、会议纪要、聊天记录
- 流程/政策问题 → 内部维基、操作手册、政策文档
- 技术问题 → 文档、工程资源、支持工单
- 市场/竞品问题 → 网络调研、分析师报告、竞品情报
步骤3:系统执行搜索
按优先级顺序搜索来源(见下文)。不要停留在第一个结果——需跨来源交叉验证。
步骤4:整合与验证
整合调研结果,检查矛盾点,并评估整体置信度。
步骤5:标注来源呈现
始终标注来源并说明置信度等级。
Source Prioritization
来源优先级
Search sources in this order, with decreasing authority:
按以下顺序搜索来源,权威性依次降低:
Tier 1 — Official Internal Sources (Highest Confidence)
一级——官方内部来源(最高置信度)
These are authoritative and should be trusted unless outdated.
- Product documentation: Official docs, specs, API references
- Knowledge base / wiki: Internal articles, runbooks, FAQs
- Policy documents: Official policies, terms, SLAs
- Product roadmap (internal-facing): Feature timelines, priorities
Confidence level: High (unless clearly outdated — check dates)
这些来源具有权威性,除非内容过时,否则可信任。
- 产品文档:官方文档、规格、API参考
- 知识库/维基:内部文章、操作手册、常见问题
- 政策文档:官方政策、条款、SLA
- 产品路线图(内部版):功能时间线、优先级
置信度等级:高(除非明显过时——需检查日期)
Tier 2 — Organizational Context
二级——组织上下文来源
These provide context but may reflect one perspective.
- CRM records: Account notes, activity history, opportunity details
- Support tickets: Previous resolutions, known issues, workarounds
- Internal documents (Drive, shared folders): Specs, plans, analyses
- Meeting notes: Previous discussions, decisions, commitments
Confidence level: Medium-High (may be subjective or incomplete)
这些来源提供上下文,但可能仅代表单一视角。
- CRM记录:账户备注、活动历史、商机详情
- 支持工单:过往解决方案、已知问题、临时替代方案
- 内部文档(云端硬盘、共享文件夹):规格、计划、分析报告
- 会议纪要:过往讨论、决策、承诺
置信度等级:中高(可能存在主观性或信息不全)
Tier 3 — Team Communications
三级——团队沟通来源
Informal but often contain the most recent information.
- Chat history: Team discussions, quick answers, context
- Email threads: Customer correspondence, internal discussions
- Calendar notes: Meeting agendas and post-meeting notes
Confidence level: Medium (informal, may be out of context, could be speculative)
非官方但通常包含最新信息。
- 聊天记录:团队讨论、快速解答、上下文信息
- 邮件线程:客户沟通、内部讨论
- 日历备注:会议议程与会后纪要
置信度等级:中(非官方,可能脱离上下文,或带有推测性)
Tier 4 — External Sources
四级——外部来源
Useful for general knowledge but not authoritative for internal matters.
- Web search: Official websites, blog posts, industry resources
- Community forums: User discussions, workarounds, experiences
- Third-party documentation: Integration partners, complementary tools
- News and analyst reports: Market context, competitive intelligence
Confidence level: Low-Medium (may not reflect your specific situation)
适用于通用知识,但对内部事务不具备权威性。
- 网络搜索:官方网站、博客文章、行业资源
- 社区论坛:用户讨论、临时替代方案、使用经验
- 第三方文档:集成合作伙伴、互补工具文档
- 新闻与分析师报告:市场背景、竞品情报
置信度等级:中低(可能无法反映你的具体情况)
Tier 5 — Inferred or Analogical
五级——推断或类比来源
Use when direct sources don't yield answers.
- Similar situations: How similar questions were handled before
- Analogous customers: What worked for comparable accounts
- General best practices: Industry standards and norms
Confidence level: Low (clearly flag as inference, not fact)
当直接来源无法给出答案时使用。
- 类似场景:过往类似问题的处理方式
- 同类客户:适用于类似客户的解决方案
- 通用最佳实践:行业标准与规范
置信度等级:低(需明确标注为推断,而非事实)
Answer Synthesis
答案整合
Confidence Levels
置信度等级
Always assign and communicate a confidence level:
High Confidence:
- Answer confirmed by official documentation or authoritative source
- Multiple sources corroborate the same answer
- Information is current (verified within a reasonable timeframe)
- "I'm confident this is accurate based on [source]."
Medium Confidence:
- Answer found in informal sources (chat, email) but not official docs
- Single source without corroboration
- Information may be slightly outdated but likely still valid
- "Based on [source], this appears to be the case, but I'd recommend confirming with [team/person]."
Low Confidence:
- Answer is inferred from related information
- Sources are outdated or potentially unreliable
- Contradictory information found across sources
- "I wasn't able to find a definitive answer. Based on [context], my best assessment is [answer], but this should be verified before sharing with the customer."
Unable to Determine:
- No relevant information found in any source
- Question requires specialized knowledge not available in sources
- "I couldn't find information about this. I recommend reaching out to [suggested expert/team] for a definitive answer."
始终标注并传达置信度等级:
高置信度:
- 答案由官方文档或权威来源确认
- 多个来源证实同一答案
- 信息是最新的(在合理时间范围内已验证)
- 表述示例:“基于[来源],我确信此答案准确。”
中置信度:
- 答案来自非官方来源(聊天、邮件),未在官方文档中找到
- 单一来源,无其他佐证
- 信息可能略有过时,但大概率仍有效
- 表述示例:“基于[来源],情况似乎如此,但建议与[团队/人员]确认。”
低置信度:
- 答案由相关信息推断得出
- 来源过时或可信度存疑
- 不同来源信息存在矛盾
- 表述示例:“我未找到明确答案。基于[上下文],我的最佳判断是[答案],但在告知客户前需先验证。”
无法确定:
- 所有来源均未找到相关信息
- 问题需要的专业知识未在现有来源中体现
- 表述示例:“我未找到相关信息。建议联系[推荐专家/团队]获取明确答案。”
Handling Contradictions
矛盾处理
When sources disagree:
- Note the contradiction explicitly
- Identify which source is more authoritative or more recent
- Present both perspectives with context
- Recommend how to resolve the discrepancy
- If going to a customer: use the most conservative/cautious answer until resolved
当来源信息矛盾时:
- 明确标注矛盾点
- 确定哪个来源更具权威性或时效性
- 结合上下文呈现两种观点
- 建议如何解决分歧
- 若需告知客户:在分歧解决前,使用最保守/谨慎的答案
Synthesis Structure
整合结构
**Direct Answer:** [Bottom-line answer — lead with this]
**Confidence:** [High / Medium / Low]
**Supporting Evidence:**
- [Source 1]: [What it says]
- [Source 2]: [What it says — corroborates or adds nuance]
**Caveats:**
- [Any limitations or conditions on the answer]
- [Anything that might change the answer in specific contexts]
**Recommendation:**
- [Whether this is ready to share with customers]
- [Any verification steps recommended]**直接答案:** [核心结论——放在最前面]
**置信度:** [高/中/低]
**支撑证据:**
- [来源1]:[相关内容]
- [来源2]:[相关内容——佐证或补充细节]
**注意事项:**
- [答案的局限性或适用条件]
- [特定场景下可能改变答案的因素]
**建议:**
- [是否可直接告知客户]
- [推荐的验证步骤]When to Escalate vs. Answer Directly
直接解答 vs 升级处理的场景
Answer Directly When:
直接解答场景:
- Official documentation clearly addresses the question
- Multiple reliable sources corroborate the answer
- The question is factual and non-sensitive
- The answer doesn't involve commitments, timelines, or pricing
- You've answered similar questions before with confirmed accuracy
- 官方文档明确解答该问题
- 多个可靠来源证实同一答案
- 问题为事实类且非敏感内容
- 答案不涉及承诺、时间线或定价
- 此前已准确解答过类似问题
Escalate or Verify When:
升级或验证场景:
- The answer involves product roadmap commitments or timelines
- Pricing, legal terms, or contract-specific questions
- Security, compliance, or data handling questions
- The answer could set a precedent or create expectations
- You found contradictory information in sources
- The question involves a specific customer's custom configuration
- The answer requires specialized expertise you don't have
- The customer is at risk and the wrong answer could exacerbate the situation
- 答案涉及产品路线图承诺或时间线
- 定价、法律条款或合同相关问题
- 安全、合规或数据处理问题
- 答案可能开创先例或引发客户预期
- 来源信息存在矛盾
- 问题涉及特定客户的自定义配置
- 答案需要你不具备的专业知识
- 客户处于风险中,错误答案可能加剧问题
Escalation Path:
升级路径:
- Subject matter expert: For technical or domain-specific questions
- Product team: For roadmap, feature, or capability questions
- Legal/compliance: For terms, privacy, security, or regulatory questions
- Billing/finance: For pricing, invoice, or payment-related questions
- Engineering: For custom configurations, bugs, or technical root causes
- Leadership: For strategic decisions, exceptions, or high-stakes situations
- 主题专家:技术或领域特定问题
- 产品团队:路线图、功能或能力相关问题
- 法务/合规团队:条款、隐私、安全或监管相关问题
- 计费/财务团队:定价、发票或支付相关问题
- 工程团队:自定义配置、漏洞或技术根因问题
- 管理层:战略决策、例外情况或高风险场景
Research Documentation for Team Knowledge Base
为团队知识库记录调研内容
After completing research, capture the knowledge for future use:
完成调研后,将知识留存以备未来使用:
When to Document:
记录场景:
- Question has come up before or likely will again
- Research took significant effort to compile
- Answer required synthesizing multiple sources
- Answer corrects a common misunderstanding
- Answer involves nuance that's easy to get wrong
- 该问题此前出现过或未来可能再次出现
- 调研需投入大量精力
- 答案需整合多个来源
- 答案纠正了常见误解
- 答案涉及容易出错的细节
Documentation Format:
记录格式:
undefinedundefined[Question/Topic]
[问题/主题]
Last Verified: [date]
Confidence: [level]
最后验证日期: [日期]
置信度: [等级]
Answer
答案
[Clear, direct answer]
[清晰、直接的答案]
Details
细节
[Supporting detail, context, and nuance]
[支撑细节、上下文与补充说明]
Sources
来源
[Where this information came from]
[信息来源]
Related Questions
相关问题
[Other questions this might help answer]
[此答案可解答的其他问题]
Review Notes
复核说明
[When to re-verify, what might change this answer]
undefined[何时需重新验证、哪些因素可能改变答案]
undefinedKnowledge Base Hygiene:
如何使用本Skill
- Date-stamp all entries
- Flag entries that reference specific product versions or features
- Review and update entries quarterly
- Archive entries that are no longer relevant
- Tag entries for searchability (by topic, product area, customer segment)
进行客户调研时:
- 始终先明确你实际要寻找的内容
- 系统地进行搜索——即使你认为知道答案来源,也不要跳过优先级层级
- 跨多个来源交叉验证调研结果
- 透明传达置信度等级——绝不要将不确定信息作为事实呈现
- 若不确定是否可告知客户,优先选择验证
- 记录调研内容,为团队未来提供帮助
- 若调研发现知识库存在空白,标记需补充文档
Using This Skill
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When conducting customer research:
- Always start by clarifying what you're actually looking for
- Search systematically — don't skip tiers even if you think you know where the answer is
- Cross-reference findings across multiple sources
- Be transparent about confidence levels — never present uncertain information as fact
- When in doubt about whether to share with a customer, err on the side of verifying first
- Document your research for future team benefit
- If the research reveals a gap in your knowledge base, flag it for documentation
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